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Exercise 491Linear algebra › Inner product spacesHigh schoolAdded 3 Nov 2026

Cauchy-Schwarz inequality

#Cauchy-Schwarz#inequality#inner product

Statement

Let (E,⟨⋅,⋅⟩)(E,\langle\cdot,\cdot\rangle) be an inner product space. Show that
∣⟨u,v⟩∣≤∥u∥∥v∥|\langle u,v\rangle|\le\|u\|\|v\|
for all u,v∈Eu,v\in E.

Hint

Consider ∥u−tv∥2≥0\|u-tv\|^2\ge0 for all t∈Rt\in\mathbb{R} and choose tt appropriately.

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Solution

Non-negativity. For all t∈Rt\in\mathbb{R},
∥u−tv∥2=∥u∥2−2t⟨u,v⟩+t2∥v∥2≥0.\|u-tv\|^2=\|u\|^2-2t\langle u,v\rangle+t^2\|v\|^2\ge0.

Case v=0v=0. Then ⟨u,v⟩=0\langle u,v\rangle=0 and the inequality is trivial.

Case v≠0v\neq0. Choose t=⟨u,v⟩/∥v∥2t=\langle u,v\rangle/\|v\|^2:
∥u∥2−⟨u,v⟩2∥v∥2≥0,\|u\|^2 - \frac{\langle u,v\rangle^2}{\|v\|^2}\ge0,
i.e. ⟨u,v⟩2≤∥u∥2∥v∥2\langle u,v\rangle^2\le\|u\|^2\|v\|^2.

Conclusion. ∣⟨u,v⟩∣≤∥u∥∥v∥|\langle u,v\rangle|\le\|u\|\|v\|, with equality iff u,vu,v are linearly dependent.